diff --git a/ic/cv.tex b/ic/cv.tex
index 1baaa2c..e93fc0d 100755
--- a/ic/cv.tex
+++ b/ic/cv.tex
@@ -30,10 +30,10 @@
 
 \section{Specialities}
 \begin{tabular}{lll}
-  \tabitem Linux & \tabitem Kubernetes and Helm & \tabitem Reliability Engineering \\
-  \tabitem golang & \tabitem APM (DataDog, New Relic) & \tabitem Elasticsearch \\
-  \tabitem Solutions and Systems Architecture & \tabitem Systems Administration & \tabitem Database Management \\
-  \tabitem Automation & \tabitem AWS & \tabitem Terraform  \\
+  \tabitem Kubernetes & \tabitem Helm, Kustomize & \tabitem Reliability Engineering \\
+  \tabitem golang & \tabitem Linux & \tabitem Python \\
+  \tabitem Solutions Architecture & \tabitem Systems Administration & \tabitem eCommerce and MarTech \\
+  \tabitem Automation & \tabitem AWS, GCP, Azure & \tabitem Terraform  \\
 \end{tabular}
 
 \section{About me}
diff --git a/includes/employment.tex b/includes/employment.tex
index b0399dd..6f270ce 100644
--- a/includes/employment.tex
+++ b/includes/employment.tex
@@ -51,8 +51,8 @@ \section{Employment, continued}
   \entry
   {February 2017 - October 2018}
   {Beamly Ltd., a Marketing Startup}
-  {Principal Engineer, Platform Lead}
-  {Design, ownership, and management of the award-winning Beamly Fragrance Finder platform, an AI driven chatbot which mapped user-profiles, personality questions, and decades worth of customer knowledge to purchasing recommendations; this team was massively behind-deadline and close to being over-budget when I was brought on to manage it. Through aggressive hiring, stakeholder management, and a general re-architecture of the platform, I brought it in on-time, under-budget, and was able to work alongside the sales team to restore trust to the product, making money for the company. I also grew the Platform Engineering team to 15 people, provided technical leadership through coaching and training, and running 1-to-1s, performance reviews, and promotion applications while supporting NodeJS, Scala, and Golang applications in production, on a multi-cloud platform of AWS, GCP, and Azure}
+  {Principal Engineer, Platform Lead, Architect}
+  {Design, ownership, and management of the award-winning Beamly Fragrance Finder platform, an AI driven chatbot which mapped user-profiles, personality questions, and decades worth of customer knowledge to purchasing recommendations; this team was massively behind-deadline and close to being over-budget when I was brought on to manage it. Through aggressive hiring, stakeholder management, and a general re-architecture of the platform, I brought it in on-time, under-budget, and was able to work alongside the sales team to restore trust to the product, making money for the company. I also grew the Platform Engineering team to 15 people, provided technical leadership through coaching and training, and running 1-to-1s, performance reviews, and promotion applications while supporting NodeJS, Scala, and Golang applications in production, on a multi-cloud platform of AWS, GCP, and Azure. Architecture of eCommerce solutions for beauty brands, utilising a central CMS with brand-specific stock trackers, to build brand websites and shops.}
 
   \entry
   {April 2016 - November 2016}
@@ -71,16 +71,16 @@ \section{Employment, continued}
   {Funding Circle, a Fintech Startup}
   {Devops Engineer}
   {Green field build out of deployment tooling and testing platform, re-architecture of platform and underlying databases; development of Devops practices and mentoring; editorship of the funding circle tech blog.}
+\end{tabular*}
 
+\section{Employment, continued}
+\begin{tabular*}{\textwidth}{@{\extracolsep{\fill}}ll}
   \entry
   {June 2013 - November 2013}
   {Hogarth Worldwide, part of the WPP group}
   {Senior Devops Engineer}
-  {Management of large video platform for multinational advertising house, developer of ops tooling and creation and management of API gateway for client; mentorship of junior colleagues. A white-paper I wrote with Microsoft staff was used to develop Azure's SQL Database.}
-\end{tabular*}
+  {Management of large video platform for multinational advertising house, developer of ops tooling and creation and management of API gateway for client; mentorship of junior colleagues. A white-paper I wrote with Microsoft staff was used to develop Azure's SQL Database offering.}
 
-\section{Employment, continued}
-\begin{tabular*}{\textwidth}{@{\extracolsep{\fill}}ll}
   \entry
   {January 2012 - June 2013}
   {Simply Business, a Fintech startup}